Articles
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05/13/2019--
05/13/2019
Can New Physics hide inside the proton?
Modern global analyses of the structure of the proton include collider
measurements which probe energies well above the electroweak scale. While these
provide powerful constraints on the parton distribution functions (PDFs), they
are also sensitive to beyond the Standard Model (BSM) dynamics if these affect
the fitted distributions. Here we present a first simultaneous determination of
the PDFs and BSM effects from deep-inelastic structure function data by means
of the NNPDF framework. We consider representative four-fermion operators from
the SM Effective Field Theory (SMEFT), quantify to which extent their effects
modify the fitted PDFs, and assess how the resulting bounds on the SMEFT
degrees of freedom are modified. Our results demonstrate how BSM effects that
might otherwise be reabsorbed into the PDFs can be systematically disentangled.
Stefano Carrazza
Celine Degrande
Shayan Iranipour
Juan Rojo
Maria Ubiali
02/12/2020--
11/05/2019
A fragmentation-based study of heavy quark production
Processes involving heavy quarks are a crucial component of the LHC physics
program, both by themselves and as backgrounds for Higgs physics and new
physics searches. In this work, we critically reconsider the validity of the
widely-adopted approximation in which heavy quarks are generated at the
matrix-element level, with special emphasis on the impact of the collinear
logarithms associated with final-state heavy quark and gluon splittings. Our
study, based on a perturbative fragmentation-function approach, explicitly
shows that neglecting the resummation of collinear logarithms may yield
inaccurate predictions, in particular when observables exclusive in the heavy
quark degrees of freedom are considered. Our findings motivate the use of
schemes which encompass the resummation of final-state collinear logarithms.
Giovanni Ridolfi
Maria Ubiali
Marco Zaro
07/24/2015--
09/19/2014
Improved cross-section predictions for heavy charged Higgs boson production at the LHC
In most extensions of the Standard Model, heavy charged Higgs bosons at the
LHC are dominantly produced in association with heavy quarks. An up-to-date
determination of the next-to-leading order total cross section in a type-II
two-Higgs-doublet model is presented, including a thorough estimate of the
theoretical uncertainties due to missing higher-order corrections, parton
distribution functions and physical input parameters. Predictions in the four-
and five-flavour schemes are compared and reconciled through a recently
proposed scale-setting prescription. A four- and five-flavour scheme matched
prediction is provided for the interpretation of current and future
experimental searches for heavy charged Higgs bosons at the LHC.
Martin Flechl
Richard Klees
Michael Kramer
Michael Spira
Maria Ubiali
09/06/2021--
09/06/2021
An open-source machine learning framework for global analyses of parton distributions
We present the software framework underlying the NNPDF4.0 global
determination of parton distribution functions (PDFs). The code is released
under an open source licence and is accompanied by extensive documentation and
examples. The code base is composed by a PDF fitting package, tools to handle
experimental data and to efficiently compare it to theoretical predictions, and
a versatile analysis framework. In addition to ensuring the reproducibility of
the NNPDF4.0 (and subsequent) determination, the public release of the NNPDF
fitting framework enables a number of phenomenological applications and the
production of PDF fits under user-defined data and theory assumptions.
Richard D. Ball
Stefano Carrazza
Juan Cruz-Martinez
Luigi Del Debbio
Stefano Forte
Tommaso Giani
Shayan Iranipour
Zahari Kassabov
Jose I. Latorre
Emanuele R. Nocera
Rosalyn L. Pearson
Juan Rojo
Roy Stegeman
Christopher Schwan
Maria Ubiali
Cameron Voisey
Michael Wilson
10/12/2022--
07/20/2022
Resummation effects in the bottom-quark fragmentation function
We compute the perturbative component of the fragmentation function of the
$b$ quark to the best of the present theoretical knowledge. The fixed-order
calculation to order $\alpha_s^2$ of the fragmentation function at the initial
scale is matched with soft-emission logarithm resummation to
next-to-next-to-leading logarithmic accuracy, so that order-$\alpha_s^2$
corrections are accounted for exactly, and logarithmically enhanced
contributions from loops of $b$ quarks are included. This requires the
calculation of the Mellin transform of the order-$\alpha_s^2$ result in the
whole complex plane for the Mellin variable, which we provide for the first
time for all the fragmenting partons. Evolution is performed to next-to-next-
to-leading log accuracy, and mixing with the gluon fragmentation function is
taken into account. The perturbative fragmentation functions are made available
via LHAPDF grids.
Fabio Maltoni
Giovanni Ridolfi
Maria Ubiali
Marco Zaro
03/10/2023--
03/10/2023
The top quark legacy of the LHC Run II for PDF and SMEFT analyses
We assess the impact of top quark production at the LHC on global analyses of
parton distributions (PDFs) and of Wilson coefficients in the SMEFT, both
separately and in the framework of a joint interpretation. We consider the
broadest top quark dataset to date containing all available measurements based
on the full Run II luminosity. First, we determine the constraints that this
dataset provides on the large-x gluon PDF and study its consistency with other
gluon-sensitive measurements. Second, we carry out a SMEFT interpretation of
the same dataset using state-of-the-art SM and EFT theory calculations,
resulting in bounds on 25 Wilson coefficients modifying top quark interactions.
Subsequently, we integrate the two analyses within the SIMUnet approach to
realise a simultaneous determination of the SMEFT PDFs and the EFT coefficients
and identify regions in the parameter space where their interplay is most
phenomenologically relevant. We also demonstrate how to separate eventual BSM
signals from QCD effects in the interpretation of top quark measurements at the
LHC.
Zahari Kassabov
Maeve Madigan
Luca Mantani
James Moore
Manuel Morales Alvarado
Juan Rojo
Maria Ubiali
04/12/2024--
04/12/2024
Parton Distribution Functions and Their Impact on Precision of the Current Theory Calculations
The unprecedented precision of experimental measurements at the Large Hadron
Collider (LHC) and the increased statistics that will be reached in the
High-Luminosity phase of the LHC (HL-LHC) are pushing the phenomenology
community to a new precision frontier, in which new challenges present
themselves and new questions arise. A key ingredients of theoretical
predictions at hadron colliders are the Parton Distribution Functions (PDFs) of
the proton. This contribution highlights some of the new developments in the
determination of PDFs from a global set of experimental data, from approximate
N3LO PDFs and the inclusion of theory uncertainties in PDF fits, to the
realisation of the non trivial interplay between parton densities at large-x
and possible signals of New Physics in high energy tails of the distributions,
which highlights the synergy between high energy and low energy experimental
programs.
Maria Ubiali
07/18/2025--
01/17/2025
Parton distributions confront LHC Run II data: a quantitative appraisal
We present a systematic comparison of theoretical predictions and various
high-precision experimental measurements, specifically of differential cross
sections performed by the LHC run II for Drell-Yan gauge boson, top-quark pair,
single-inclusive jet and di-jet production, and by HERA for single-inclusive
jet and di-jet production. Theoretical predictions are computed at
next-to-next-to-leading order (NNLO) accuracy in perturbative Quantum
Chromodynamics. The most widely employed sets of Parton Distribution Functions
(PDFs) are used, and PDF, strong coupling, and missing higher order
uncertainties are taken into account. We quantitatively assess the predictive
power of each PDF set and the contribution of the different sources of
experimental and theoretical uncertainty to the agreement between data and
predictions. We show that control over all of these aspects is crucial to
precision physics studies, such as the determination of Standard Model
parameters at the LHC.
Amedeo Chiefa
Mark N. Costantini
Juan Cruz-Martinez
Emanuele R. Nocera
Tanjona R. Rabemananjara
Juan Rojo
Tanishq Sharma
Roy Stegeman
Maria Ubiali
10/03/2025--
10/03/2025
Colibri: A new tool for fast-flying PDF fits
We present Colibri, an open-source Python code that provides a general and
flexible tool for PDF fits. The code is built so that users can implement their
own PDF model, and use the built-in functionalities of Colibri for a fast
computation of observables. It grants easy access to experimental data, several
error propagation methodologies, including the Hessian method, the Monte Carlo
replica method, and an efficient numerical Bayesian sampling algorithm. To
demonstrate the capabilities of Colibri, we consider its simplest application:
a polynomial PDF parametrisation. We perform closure tests using a full set of
DIS data and compare the results of Hessian and Monte Carlo fits with those
from a Bayesian fit. We further discuss how the functionalities illustrated in
this example can be extended to more complex PDF parametrisations. In
particular, the Bayesian framework in Colibri provides a principled approach to
model selection and model averaging, making it a valuable tool for benchmarking
and combining different PDF parametrisations on solid statistical grounds.
Mark N. Costantini
Luca Mantani
James M. Moore
Valentina Schutze Sanchez
Maria Ubiali
01/06/2006--
01/06/2006
Borel resummation of soft gluon radiation and higher twists
We show that the well-known divergence of the perturbative expansion of
resummed results for processes such as deep-inelastic scattering and Drell-Yan
in the soft limit can be treated by Borel resummation. The divergence in the
Borel inversion can be removed by the inclusion of suitable higher twist terms.
This provides us with an alternative to the standard 'minimal prescription' for
the asymptotic summation of the perturbative expansion, and it gives us some
handle on the role of higher twist corrections in the soft resummation region.
Stefano Forte
Giovanni Ridolfi
Joan Rojo
Maria Ubiali
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